Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "181"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 181 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 38 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 36 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 181, Node N13:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459853 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.024416 52.404962 25.592433 7.054299 7.043945 11.964166 3.708083 17.402218 0.0469 0.2016 0.1022 1.218603 1.707826
2459852 digital_ok 100.00% 100.00% 54.05% 0.00% 100.00% 0.00% 13.370008 56.791628 26.419293 3.046397 15.651503 21.168395 16.781306 14.166232 0.0421 0.4162 0.2226 1.187544 2.549062
2459851 digital_ok 100.00% 99.36% 88.08% 0.00% 100.00% 0.00% 10.979559 50.758409 27.109566 6.833385 21.524150 40.109085 13.623584 25.710256 0.0732 0.2719 0.1172 1.225342 1.620915
2459850 digital_ok 100.00% 100.00% 83.53% 0.00% 100.00% 0.00% 13.381121 56.337236 23.435760 5.938853 10.339963 20.939777 6.848332 21.511108 0.0492 0.3229 0.1787 1.194352 1.563630
2459849 digital_ok 100.00% 100.00% 85.22% 0.00% 100.00% 0.00% 15.576977 61.428683 47.277744 13.103098 7.106746 16.262246 3.991316 10.828909 0.0445 0.2993 0.1688 1.172317 1.576128
2459848 digital_ok 100.00% 100.00% 84.40% 0.00% 100.00% 0.00% 14.164193 55.048873 30.395939 8.693937 14.331606 22.916508 3.239066 8.759806 0.0452 0.2887 0.1691 1.192583 1.532454
2459847 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.284678 58.917504 28.368176 8.223404 21.836539 11.873660 1.446482 12.660461 0.0415 0.2197 0.1294 1.202176 1.611653
2459845 digital_ok 100.00% 100.00% 87.89% 0.00% 100.00% 0.00% 18.006330 68.606850 40.230917 12.402455 10.121049 17.617778 2.151433 8.997816 0.0535 0.2655 0.1677 1.275239 1.910309
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.595070 19.310930 7.749107 10.616789 3.276257 12.813566 9.555749 10.542098 0.0369 0.0269 0.0081 nan nan
2459843 digital_ok 100.00% 100.00% 91.27% 0.00% 100.00% 0.00% 18.689465 74.431790 19.553065 5.562075 64.417138 12.611812 1.885600 6.738339 0.0474 0.2608 0.1527 1.245310 1.793793
2459842 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.051764 40.444500 9.024093 -2.063640 -0.086833 4.149220 0.982997 2.746680 0.0434 0.2221 0.0972 1.319640 2.064047
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.561934 24.694923 5.383451 7.947861 4.448146 19.624368 7.612694 9.454406 0.0393 0.0281 0.0139 nan nan
2459839 digital_ok 100.00% - - - - - 0.483642 1.197900 1.209881 0.339982 3.619752 7.749533 8.223319 7.824970 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.717871 59.409662 22.828250 8.675427 20.017337 23.346423 1.680786 5.609399 0.0447 0.2460 0.1070 0.844462 1.311428
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0413 0.0713 0.0014 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - 2.331202 -0.528327 2.494696 1.034823 0.025540 2.908447 0.494014 10.847785 0.0390 0.0721 0.0011 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 5.194868 10.770059 3.753900 5.140727 3.402081 22.385484 8.935116 53.419160 0.0576 0.0486 0.0052 nan nan
2459832 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.170142 0.567378 1.096468 0.274095 1.175783 2.901261 5.192935 5.291149 0.0767 0.0994 0.0118 nan nan
2459830 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 33.577095 82.167161 36.321250 7.407145 39.969056 32.927723 5.754150 7.186355 0.0455 0.3155 0.1504 1.291529 3.084100
2459829 digital_ok 100.00% 100.00% 98.93% 0.00% 100.00% 0.00% 30.790504 98.235320 29.600012 8.540334 28.972621 22.676954 7.744878 12.046667 0.0431 0.2670 0.1165 1.054754 1.881540
2459828 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.201615 67.281480 31.856792 5.128245 36.768153 32.677817 12.127891 16.123007 0.0459 0.3084 0.1481 0.000000 0.000000
2459827 digital_ok 100.00% 100.00% 96.78% 0.00% 100.00% 0.00% 24.410956 69.687964 35.985371 11.048916 24.731103 23.762066 1.090610 6.247627 0.0430 0.2525 0.0986 0.000000 0.000000
2459826 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.732457 60.965462 40.274811 7.330228 49.123572 47.261068 7.751448 5.867358 0.0452 0.3100 0.1374 0.000000 0.000000
2459825 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.307427 63.940896 32.096094 4.769822 27.692186 27.145282 0.348970 1.696262 0.0424 0.3133 0.1240 1.286542 3.680199
2459824 digital_ok 100.00% 100.00% 90.98% 0.00% 100.00% 0.00% 16.568850 59.606338 25.764612 9.509838 10.795935 17.610964 2.627274 5.044602 0.0410 0.2354 0.0846 1.171116 1.822020
2459823 digital_ok 100.00% 100.00% 98.82% 0.00% 100.00% 0.00% 25.316024 47.979873 47.743096 4.743025 34.538390 38.948675 29.078752 29.202734 0.0424 0.2578 0.0978 1.201097 3.073280
2459822 digital_ok 100.00% 100.00% 91.94% 0.00% 100.00% 0.00% 26.268310 46.629622 43.747996 6.490886 30.935693 41.910773 1.123709 6.942986 0.0455 0.3291 0.1310 1.181540 3.313841
2459821 digital_ok 100.00% 100.00% 91.94% 0.00% 100.00% 0.00% 29.022402 68.294408 44.780715 5.633038 26.556899 27.137654 -0.438293 3.346911 0.0448 0.3191 0.1545 1.185571 2.753985
2459820 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459817 digital_ok 100.00% 100.00% 78.49% 0.00% 100.00% 0.00% 24.307713 58.182172 43.498284 4.293653 36.460189 37.052517 1.361227 1.571022 0.0484 0.3286 0.1723 1.197106 2.381634
2459816 digital_ok 100.00% 100.00% 88.21% 0.00% 100.00% 0.00% 19.327644 53.458374 43.742599 6.932672 46.831780 44.135913 7.703082 9.046676 0.0479 0.3411 0.2022 1.207030 3.163903
2459815 digital_ok 100.00% 100.00% 67.74% 0.00% 100.00% 0.00% 22.445403 50.190764 47.555119 4.445810 47.704914 50.461144 10.839774 13.808556 0.0458 0.3455 0.1928 1.198052 2.695592
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 181: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 52.404962 52.404962 14.024416 7.054299 25.592433 11.964166 7.043945 17.402218 3.708083

Antenna 181: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 56.791628 13.370008 56.791628 26.419293 3.046397 15.651503 21.168395 16.781306 14.166232

Antenna 181: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 50.758409 10.979559 50.758409 27.109566 6.833385 21.524150 40.109085 13.623584 25.710256

Antenna 181: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 56.337236 13.381121 56.337236 23.435760 5.938853 10.339963 20.939777 6.848332 21.511108

Antenna 181: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 61.428683 15.576977 61.428683 47.277744 13.103098 7.106746 16.262246 3.991316 10.828909

Antenna 181: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 55.048873 55.048873 14.164193 8.693937 30.395939 22.916508 14.331606 8.759806 3.239066

Antenna 181: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 58.917504 58.917504 16.284678 8.223404 28.368176 11.873660 21.836539 12.660461 1.446482

Antenna 181: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 68.606850 68.606850 18.006330 12.402455 40.230917 17.617778 10.121049 8.997816 2.151433

Antenna 181: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 19.310930 12.595070 19.310930 7.749107 10.616789 3.276257 12.813566 9.555749 10.542098

Antenna 181: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 74.431790 74.431790 18.689465 5.562075 19.553065 12.611812 64.417138 6.738339 1.885600

Antenna 181: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 40.444500 11.051764 40.444500 9.024093 -2.063640 -0.086833 4.149220 0.982997 2.746680

Antenna 181: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 24.694923 12.561934 24.694923 5.383451 7.947861 4.448146 19.624368 7.612694 9.454406

Antenna 181: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok ee Temporal Discontinuties 8.223319 1.197900 0.483642 0.339982 1.209881 7.749533 3.619752 7.824970 8.223319

Antenna 181: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 59.409662 59.409662 17.717871 8.675427 22.828250 23.346423 20.017337 5.609399 1.680786

Antenna 181: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Temporal Discontinuties 10.847785 -0.528327 2.331202 1.034823 2.494696 2.908447 0.025540 10.847785 0.494014

Antenna 181: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Temporal Discontinuties 53.419160 10.770059 5.194868 5.140727 3.753900 22.385484 3.402081 53.419160 8.935116

Antenna 181: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 181: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Temporal Discontinuties 5.291149 -0.170142 0.567378 1.096468 0.274095 1.175783 2.901261 5.192935 5.291149

Antenna 181: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 82.167161 33.577095 82.167161 36.321250 7.407145 39.969056 32.927723 5.754150 7.186355

Antenna 181: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 98.235320 98.235320 30.790504 8.540334 29.600012 22.676954 28.972621 12.046667 7.744878

Antenna 181: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 67.281480 67.281480 27.201615 5.128245 31.856792 32.677817 36.768153 16.123007 12.127891

Antenna 181: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 69.687964 24.410956 69.687964 35.985371 11.048916 24.731103 23.762066 1.090610 6.247627

Antenna 181: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 60.965462 60.965462 25.732457 7.330228 40.274811 47.261068 49.123572 5.867358 7.751448

Antenna 181: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 63.940896 63.940896 28.307427 4.769822 32.096094 27.145282 27.692186 1.696262 0.348970

Antenna 181: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 59.606338 16.568850 59.606338 25.764612 9.509838 10.795935 17.610964 2.627274 5.044602

Antenna 181: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 47.979873 47.979873 25.316024 4.743025 47.743096 38.948675 34.538390 29.202734 29.078752

Antenna 181: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 46.629622 26.268310 46.629622 43.747996 6.490886 30.935693 41.910773 1.123709 6.942986

Antenna 181: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 68.294408 68.294408 29.022402 5.633038 44.780715 27.137654 26.556899 3.346911 -0.438293

Antenna 181: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 181: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 58.182172 24.307713 58.182172 43.498284 4.293653 36.460189 37.052517 1.361227 1.571022

Antenna 181: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 53.458374 53.458374 19.327644 6.932672 43.742599 44.135913 46.831780 9.046676 7.703082

Antenna 181: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Temporal Variability 50.461144 50.190764 22.445403 4.445810 47.555119 50.461144 47.704914 13.808556 10.839774

Antenna 181: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 181: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: